| algorithm | network | bbdd | threads | threadsPGES | interleaving | seed | SHD | LL Score | BDeu Score | dfMM | dfMM plus | dfMM minus | Total iterations | Total time(s) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Fges | alarm | alarm.xbif50001246_ | 16 | 0 | 0 | -1 | 7 | 0.0 | -56600.879830 | 14.0 | 0.0 | 14.0 | 1 | 0.979 |
| 1 | Fges | alarm | alarm.xbif50001246_ | 1 | 0 | 0 | -1 | 7 | 0.0 | -56600.879830 | 14.0 | 0.0 | 14.0 | 1 | 2.422 |
| 2 | Fges | alarm | alarm.xbif50001246_ | 2 | 0 | 0 | -1 | 7 | 0.0 | -56600.879830 | 14.0 | 0.0 | 14.0 | 1 | 2.858 |
| 3 | Fges | alarm | alarm.xbif50001246_ | 4 | 0 | 0 | -1 | 7 | 0.0 | -56600.879830 | 14.0 | 0.0 | 14.0 | 1 | 1.037 |
| 4 | Fges | alarm | alarm.xbif50001246_ | 8 | 0 | 0 | -1 | 7 | 0.0 | -56600.879830 | 14.0 | 0.0 | 14.0 | 1 | 1.090 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 22358 | pGES-no | win95pts | win95pts.xbif_ | 8 | 8 | 15 | 2 | 111 | 0.0 | -49954.969398 | 260.0 | 82.0 | 178.0 | 6 | 3.264 |
| 22359 | pGES-no | win95pts | win95pts.xbif_ | 8 | 8 | 20 | 2 | 108 | 0.0 | -49935.403974 | 250.0 | 80.0 | 170.0 | 5 | 2.750 |
| 22360 | pGES-no | win95pts | win95pts.xbif_ | 8 | 8 | 30 | 2 | 107 | 0.0 | -49805.063378 | 238.0 | 66.0 | 172.0 | 4 | 2.821 |
| 22361 | pGES-no | win95pts | win95pts.xbif_ | 8 | 8 | 50 | 2 | 91 | 0.0 | -49545.530560 | 208.0 | 54.0 | 154.0 | 3 | 2.633 |
| 22362 | pGES-no | win95pts | win95pts.xbif_ | 8 | 8 | 5 | 2 | 96 | 0.0 | -49660.617230 | 216.0 | 60.0 | 156.0 | 6 | 2.364 |
22363 rows × 15 columns
| Total time(s) | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| network | alarm | andes | barley | child | earthquake | hailfinder | hepar2 | insurance | link | mildew | munin | pigs | water | win95pts | ||
| algorithm | threads | threadsPGES | ||||||||||||||
| Fges | 1 | 0 | 2.420818 | 4.845909 | 8.764182 | 10.176636 | 0.464364 | 2288.883182 | 2.454545 | 1.492545 | 57.021636 | NaN | 14753.268909 | 29.559455 | 1.129000 | 3.033636 |
| 2 | 0 | 1.987273 | 7.240000 | 7.337091 | 8.661000 | 0.518182 | 2088.523091 | 1.666636 | 1.688909 | 65.757909 | NaN | 14434.881545 | 38.340273 | 1.674636 | 2.917818 | |
| 4 | 0 | 1.557636 | 4.056364 | 6.491727 | 6.052273 | 0.304909 | 1854.947545 | 1.122909 | 1.250818 | 47.822273 | NaN | 13307.097182 | 24.165818 | 0.718273 | 2.239545 | |
| 8 | 0 | 1.260636 | 3.412909 | 5.571909 | 5.786364 | 0.294909 | 1689.364909 | 1.123455 | 0.977364 | 43.878182 | NaN | 12486.294727 | 21.455091 | 0.633727 | 1.738273 | |
| 16 | 0 | 1.170000 | 3.408909 | 5.138364 | 5.446545 | 0.259909 | 1675.823818 | 1.081182 | 0.933636 | 42.664818 | NaN | 12345.849636 | 21.006636 | 0.619455 | 1.709455 | |
| GES | 1 | 0 | 1.759636 | 17.487364 | 2.742091 | 0.877455 | 0.495455 | 2.263909 | 3.377455 | 1.437727 | 407.418182 | 1.587273 | 973.473600 | 107.678818 | 1.082818 | 3.494364 |
| 2 | 0 | 2.388182 | 24.543000 | 2.315636 | 0.948364 | 0.333818 | 2.901000 | 3.540727 | 1.512182 | 452.552727 | 1.702091 | 1031.191750 | 124.746091 | 1.496455 | 5.387273 | |
| 4 | 0 | 2.311818 | 18.555909 | 2.027545 | 1.075000 | 0.540091 | 2.753727 | 2.981727 | 1.169273 | 337.717364 | 1.005000 | 711.028909 | 86.437909 | 1.085000 | 3.818182 | |
| 8 | 0 | 1.049273 | 11.615091 | 1.222545 | 0.628455 | 0.248727 | 1.656091 | 1.902091 | 0.748909 | 245.911545 | 0.904545 | 595.662636 | 62.399455 | 0.753182 | 2.557727 | |
| 16 | 0 | 1.070455 | 11.156545 | 1.187182 | 0.628636 | 0.253364 | 1.563273 | 1.855182 | 0.708909 | 228.419273 | 0.847091 | 500.032909 | 56.948000 | 0.672000 | 2.448636 | |
| GES-no | 1 | 0 | 1.186364 | 72.140000 | 2.283182 | 0.748818 | 0.428273 | 2.921091 | 3.787182 | 1.214545 | 2097.385273 | 1.472000 | 3410.773182 | 617.244182 | 1.166727 | 5.521636 |
| pGES | 2 | 2 | 3.200299 | 30.485299 | 3.106338 | 1.453377 | 0.378390 | 3.693961 | 4.024117 | 1.740039 | 592.352039 | 1.990714 | 1127.500921 | 173.159584 | 1.766662 | 5.966792 |
| 4 | 3.108779 | 25.410883 | 2.869312 | 1.577779 | 0.406026 | 3.530481 | 4.365039 | 1.879026 | 643.423013 | 2.014208 | 1496.819736 | 162.068377 | 1.772805 | 5.812429 | ||
| 8 | 3.189883 | 25.781000 | 2.906377 | 1.950766 | NaN | 3.297117 | 4.384000 | 2.133026 | 877.904797 | 1.934182 | 1532.498333 | 174.707831 | 1.833455 | 6.337844 | ||
| 16 | 3.523117 | 29.432364 | 3.376494 | 2.462143 | NaN | 3.861468 | 4.995623 | 2.427169 | 1336.453605 | 2.182831 | 1497.231000 | 202.280857 | 2.187636 | 7.312610 | ||
| 4 | 2 | 2.267286 | 19.193364 | 2.708519 | 1.536169 | 0.579597 | 3.004052 | 3.261377 | 1.565403 | 433.417558 | 1.628442 | 783.664108 | 118.026896 | 1.497364 | 3.879623 | |
| 4 | 2.350727 | 16.308662 | 2.695649 | 1.691519 | 0.862987 | 2.647831 | 2.960234 | 1.350922 | 454.306987 | 1.723597 | 639.605667 | 115.210156 | 1.357766 | 3.509558 | ||
| 8 | 2.368831 | 18.136130 | 2.807130 | 2.025000 | NaN | 2.737688 | 3.066818 | 1.671857 | 610.147013 | 1.532455 | 706.074459 | 113.193935 | 1.523935 | 4.484857 | ||
| 16 | 3.023052 | 21.570429 | 3.235597 | 2.309455 | NaN | 3.069987 | 3.584117 | 1.997935 | 978.113395 | 1.735753 | 1007.859987 | 130.447117 | 1.534351 | 4.873195 | ||
| 8 | 2 | 1.220766 | 13.666701 | 1.586416 | 0.833260 | 0.283377 | 1.725208 | 2.068026 | 0.932740 | 355.611169 | 1.156325 | 614.110013 | 86.805519 | 0.999130 | 2.694844 | |
| 4 | 1.160766 | 11.901299 | 1.428623 | 0.827013 | 0.299935 | 1.609351 | 2.002481 | 0.973818 | 367.855117 | 1.127442 | 516.007360 | 80.932649 | 0.940117 | 2.644727 | ||
| 8 | 1.173065 | 11.720779 | 1.463753 | 0.909623 | NaN | 1.626779 | 1.861286 | 1.045416 | 514.947662 | 1.084338 | 562.138662 | 87.215688 | 0.985714 | 2.787636 | ||
| 16 | 1.275364 | 14.105169 | 1.604052 | 1.105468 | NaN | 1.684455 | 2.062000 | 1.146935 | 808.986447 | 1.155455 | 809.989000 | 98.986234 | 1.014909 | 3.075481 | ||
| 16 | 2 | 1.214416 | 12.100818 | 1.539247 | 0.763844 | 0.280675 | 1.610532 | 1.896922 | 0.878519 | 332.556416 | 1.088961 | 563.237960 | 80.456753 | 0.927234 | 2.537870 | |
| 4 | 1.155104 | 10.415584 | 1.390545 | 0.775740 | 0.293169 | 1.458325 | 1.751026 | 0.889494 | 352.390740 | 1.063922 | 475.764135 | 76.239727 | 0.865039 | 2.438571 | ||
| 8 | 1.161325 | 11.064169 | 1.382714 | 0.815922 | NaN | 1.445935 | 1.713182 | 0.945987 | 496.094273 | 1.032195 | 522.415442 | 82.300416 | 0.875610 | 2.558377 | ||
| 16 | 1.270195 | 13.542792 | 1.524000 | 0.950753 | NaN | 1.561182 | 1.981325 | 1.053636 | 774.307671 | 1.076844 | 763.782632 | 96.039948 | 0.934195 | 2.925312 | ||
| pGES-no | 2 | 2 | 3.301623 | 45.447618 | 5.200831 | 1.653909 | 0.351909 | 3.362636 | 4.284156 | 1.574117 | 1138.577753 | 1.882442 | 2259.992592 | 357.981195 | 1.727260 | 6.140844 |
| 4 | 4 | 1.354844 | 22.169104 | 1.684571 | 0.937481 | 0.309299 | 1.860831 | 2.332195 | 1.132948 | 662.011039 | 1.353987 | 2627.220667 | 185.745792 | 1.075545 | 3.515883 | |
| 8 | 8 | 1.174078 | 17.336584 | 1.460143 | 0.795065 | NaN | 1.473571 | 1.822247 | 0.944571 | 653.683921 | 1.027442 | 2398.774693 | 137.921909 | 0.861922 | 2.905286 | |
| 16 | 16 | 1.195506 | 21.241909 | 1.535364 | 0.861221 | NaN | 1.516805 | 1.995883 | 1.000273 | 898.083855 | 1.021571 | 3180.571133 | 161.262143 | 0.913883 | 3.348896 | |
| Total time(s) | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| network | alarm | andes | barley | child | earthquake | hailfinder | hepar2 | insurance | link | mildew | munin | pigs | water | win95pts | ||
| algorithm | threads | threadsPGES | ||||||||||||||
| Fges | 1 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | NaN | 11.0 | 11.0 | 11.0 | 11.0 |
| 2 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | NaN | 11.0 | 11.0 | 11.0 | 11.0 | |
| 4 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | NaN | 11.0 | 11.0 | 11.0 | 11.0 | |
| 8 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | NaN | 11.0 | 11.0 | 11.0 | 11.0 | |
| 16 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | NaN | 11.0 | 11.0 | 11.0 | 11.0 | |
| GES | 1 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 10.0 | 11.0 | 11.0 | 11.0 |
| 2 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 8.0 | 11.0 | 11.0 | 11.0 | |
| 4 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | |
| 8 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | |
| 16 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | |
| GES-no | 1 | 0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 | 11.0 |
| pGES | 2 | 2 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 |
| 4 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 72.0 | 77.0 | 77.0 | 77.0 | ||
| 8 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 74.0 | 77.0 | 69.0 | 77.0 | 77.0 | 77.0 | ||
| 16 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 68.0 | 77.0 | 77.0 | 77.0 | ||
| 4 | 2 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 74.0 | 77.0 | 77.0 | 77.0 | |
| 4 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | ||
| 8 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 74.0 | 77.0 | 77.0 | 77.0 | ||
| 16 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | ||
| 8 | 2 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 | |
| 4 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | ||
| 8 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | ||
| 16 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 | ||
| 16 | 2 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | |
| 4 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 74.0 | 77.0 | 77.0 | 77.0 | ||
| 8 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | ||
| 16 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 | ||
| pGES-no | 2 | 2 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 77.0 | 77.0 |
| 4 | 4 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | |
| 8 | 8 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | |
| 16 | 16 | 77.0 | 77.0 | 77.0 | 77.0 | NaN | 77.0 | 77.0 | 77.0 | 76.0 | 77.0 | 75.0 | 77.0 | 77.0 | 77.0 | |
